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Robustness

529 directly classified papers

Papers per year

Papers

ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models CVPR 2025
Doppelgangers and Adversarial Vulnerability CVPR 2025
Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 2025
Defense Against Model Stealing Based on Account-Aware Distribution Discrepancy AAAI 2025
Towards Better Robustness Against Natural Corruptions in Document Tampering Localization AAAI 2025
Towards Adversarially Robust Dataset Distillation by Curvature Regularization AAAI 2025
Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow AAAI 2025
Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training ACL 2025
SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model ACL 2025
Does Training on Synthetic Data Make Models Less Robust? NAACL 2025
Vulnerability of LLMs to Vertically Aligned Text Manipulations ACL 2025
Exploring Explanations Improves the Robustness of In-Context Learning ACL 2025
SDD: Self-Degraded Defense against Malicious Fine-tuning ACL 2025
Adversarial-Inspired Backdoor Defense via Bridging Backdoor and Adversarial Attacks AAAI 2025
Optimized Gradient Clipping for Noisy Label Learning AAAI 2025
RoDA: Robust Domain Alignment for Cross-Domain Retrieval Against Label Noise AAAI 2025
Common Sense Bias Modeling for Classification Tasks AAAI 2025
Active Fourier Auditor for Estimating Distributional Properties of ML Models AAAI 2025
Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective AAAI 2025
Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport AAAI 2025
COMMIT: Certifying Robustness of Multi-Sensor Fusion Systems Against Semantic Attacks AAAI 2025
Single Character Perturbations Break LLM Alignment AAAI 2025
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models ACL 2025
Enhancing Adversarial Transferability with Adversarial Weight Tuning AAAI 2025
Conflicting Needles in a Haystack: How LLMs behave when faced with contradictory information EMNLP 2025